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reinforcement learning

4352 papers

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Also known as

RL REINFORCE

Co-occurring keywords

large language model (13587) policy learning (702) markov decision process (790) policy optimization (657) policy gradient (520) deep reinforcement learning (903) multi-agent system (1819) imitation learning (744) regret bound (1926) language model (4599)

Papers

Sample-Efficient Reinforcement Learning in the Presence of Exogenous Information COLT 2022
Horizon-Free Reinforcement Learning in Polynomial Time: the Power of Stationary Policies COLT 2022
Discovering Generalizable Spatial Goal Representations via Graph-based Active Reward Learning ICML 2022
Neural-progressive hedging: Enforcing constraints in reinforcement learning with stochastic programming UAI 2022
Temporal abstractions-augmented temporally contrastive learning: An alternative to the Laplacian in RL UAI 2022
Understanding and mitigating the limitations of prioritized experience replay UAI 2022
Reinforcement learning with Demonstrations from Mismatched Task under Sparse Reward CORL 2022
Distributional Hamilton-Jacobi-Bellman Equations for Continuous-Time Reinforcement Learning ICML 2022
Abstraction for Deep Reinforcement Learning IJCAI 2022
GenLoco: Generalized Locomotion Controllers for Quadrupedal Robots CORL 2022
PA Ph&Tech at SemEval-2022 Task 11: NER Task with Ensemble Embedding from Reinforcement Learning SEMEVAL 2022
Robust On-Policy Sampling for Data-Efficient Policy Evaluation in Reinforcement Learning NIPS 2022
DocInfer: Document-level Natural Language Inference using Optimal Evidence Selection EMNLP 2022
RL with KL penalties is better viewed as Bayesian inference EMNLP 2022
Towards Facilitating Empathic Conversations in Online Mental Health Support: A Reinforcement Learning Approach (Extended Abstract) IJCAI 2022
Is MultiWOZ a Solved Task? An Interactive TOD Evaluation Framework with User Simulator EMNLP 2022
DiffG-RL: Leveraging Difference between Environment State and Common Sense EMNLP 2022
AnyMorph: Learning Transferable Polices By Inferring Agent Morphology ICML 2022
Regret Bounds for Stochastic Shortest Path Problems with Linear Function Approximation ICML 2022
Training Characteristic Functions with Reinforcement Learning: XAI-methods play Connect Four ICML 2022
Understanding Policy Gradient Algorithms: A Sensitivity-Based Approach ICML 2022
Robust Deep Reinforcement Learning through Bootstrapped Opportunistic Curriculum ICML 2022
Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control ICML 2022
Off-Policy Fitted Q-Evaluation with Differentiable Function Approximators: Z-Estimation and Inference Theory ICML 2022
Cross-Domain Transfer via Semantic Skill Imitation CORL 2022